人工智能系统在解释CBCT图像中的放射性报告功能的实用性:技术报告
Luciano Tonetto Feltraco1, Carolina Rossetto1, Andy Wai Kan Yeung2
1Division of Oral Radiology, Faculdade São Leopoldo Mandic, Instituto de Pesquisas São Leopoldo Mandic, 13.045-755 Campinas, São Paulo, Brazil.
Dento maxillo facial radiology
|January 20, 2025
概括
诊断AI工具在解释形光束CT扫描中表现出强大的性能,用于识别牙和检测内牙治疗,与放射科医生相似. 然而,它的准确性在评估骨损失和牙周间隙方面是有限的.
科学领域:
- 牙科 牙科是指牙科的专业.
- 放射学 放射学是一门学科.
- 人工智能的人工智能
背景情况:
- 圆束计算断层扫描 (CBCT) 在牙大和面部放射学中至关重要.
- 解释CBCT扫描需要专门的专业知识.
- 人工智能 (AI) 工具正在出现,以帮助放射学解释.
研究的目的:
- 评估Diagnocat AI软件的"放射性报告"工具的性能.
- 为了比较人工智能工具的诊断准确度与经验丰富的牙口腔面部放射学家.
- 评估AI在解释CBCT扫描中的可靠性.
主要方法:
- 通过Diagnocat AI工具分析了10个CBCT扫描.
- 同样的扫描被两个牙口腔面部放射学家独立评估.
- 使用卡帕统计数据和95%的置信区间进行了评估.
- 分析的具体特征包括牙编号,牙冠/牙根变化和牙周组织.
主要成果:
- 在人工智能工具和放射科医生之间发现了实质性到近乎完美的一致性,用于牙识别,根/通道计数,冠状状况评估和内牙治疗检测.
- 观察到对分类骨损失,识别位,评估填充质量和评估牙周间隙的轻微一致.
- 人工智能工具在特定的诊断领域表现出令人满意的性能.
结论:
- 诊断AI"放射性报告"工具可靠地识别牙,根,道,评估皇冠状况,并检测内牙治疗.
- 需要进行进一步的研究,以提高AI在诊断牙柱,评估填充物和评估牙周间隙方面的准确性.
- 人工智能工具显示出潜力,但需要进一步开发以进行全面的CBCT解释.
相关概念视频
Computed Tomography
4.2K
Tomography refers to imaging by sections. Computed tomography (CT) is a non-invasive imaging technique that uses computers to analyze several cross-sectional X-rays to reveal minute details about structures in the body.
The technique was invented in the 1970s and is based on the principle that as X-rays pass through the body, they are absorbed or reflected at different levels. In the technique, a patient lies on a motorized platform while a computerized axial tomography (CAT) scanner rotates...
The technique was invented in the 1970s and is based on the principle that as X-rays pass through the body, they are absorbed or reflected at different levels. In the technique, a patient lies on a motorized platform while a computerized axial tomography (CAT) scanner rotates...
4.2K
Imaging Studies I: CT and MRI
187
Introduction: MRI and CT scans are crucial advancements in medical imaging techniques, playing a vital role in diagnosing conditions related to the gastrointestinal (GI) system. Each scan serves distinct purposes, targets specific areas, and requires unique nursing duties.
Description of the Procedures
Computed Tomography (CT) scan:
Computed Tomography (CT) scans use X-ray technology to generate detailed images of bones, organs, and tissues. During the scan, the patient lies on a moving table...
Description of the Procedures
Computed Tomography (CT) scan:
Computed Tomography (CT) scans use X-ray technology to generate detailed images of bones, organs, and tissues. During the scan, the patient lies on a moving table...
187
Radiological Investigation I: X-ray and CT
206
Radiological investigations, including X-rays and computed tomography (CT) scans, are critical for diagnosing and evaluating various medical conditions. These imaging techniques provide valuable insights into the body's internal structures, aiding in the detection of abnormalities, assessment of disease progression, and development of treatment strategies. This article delves into two primary radiological investigations, chest X-rays and CT scans, outlining their purpose, procedures, and...
206
Ultrasonography
4.3K
Ultrasonography is an imaging technique that uses high-frequency sound waves to visualize the body's internal structures. It is a non-invasive and safe procedure that does not involve the use of ionizing radiation, making it widely used in various medical fields. Ultrasonography is used to study heart function, blood flow in the neck or extremities, certain conditions such as gallbladder disease, and fetal growth and development.
During an ultrasonography procedure, a handheld device called...
During an ultrasonography procedure, a handheld device called...
4.3K
X-ray Imaging
5.3K
German physicist Wilhelm Röntgen (1845–1923) was experimenting with electrical current when he discovered that a mysterious and invisible "ray" would pass through his flesh but leave an outline of his bones on a screen coated with a metal compound. In 1895, Röntgen made the first durable record of the internal parts of a living human: an "X-ray" image (as it came to be called) of his wife’s hand. Scientists worldwide quickly began their own experiments with...
5.3K


